Abstract
Research suggests a positive relationship between adolescent self-esteem and adult wages. Drawing data from the 1979 cohort of the National Longitudinal Survey of Youth, I refine the empirical relationship between self-esteem, wages, and education. The effect of self-esteem on wages is positive and significant when estimating models for the entire sample. This effect, however, becomes statistically insignificant when estimating models for subsamples sorted by educational level. In addition, mediation models suggest that roughly one-third of the total effect of self-esteem on wages is mediated by education. In total, these results indicate that there is a significantly less pronounced direct effect of self-esteem on wages than previously found in the literature. A substantial portion of the effect self-esteem has on wages occurs through its effect on educational attainment.
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Notes
Some examples to help clarify the meaning of degree completion thresholds: One subsample includes those with exactly a bachelor’s degree. Another subsample includes those with exactly a high school diploma, etc.
In these mediation models I also employ standard human capital covariates.
The research investigates noncognitive traits in general—which includes SE.
This is when the core, and as I am interpreting, most important SE measurement is collected. This core SE has the least potential to be endogenous with an individual’s economic outcomes.
This measurement is nonmalleable by post-adolescent and post-childhood variables. These post-adolescent variables will confuse the true meaning of a later measurement of SE’s effects on economic outcomes.
As a measure of sensitivity analysis I also conducted each model using dependent variables in the year 2000. Results of these models are similar to those using year 2004 variables and are available upon request.
I choose 2004 as the cutoff year as the question is not asked afterwards in the survey.
The Rosenberg questionnaire in the NLSY79 is as follows:
1. I am a person of worth. 2. I have a number of good qualities. 3. I am inclined to feel that I am a failure.
4. I am as capable as others. 5. I feel I do not have much to be proud of. 6. I have a positive attitude. 7. I am satisfied with myself. 8. I wish I had more self respect. 9. I feel useless at times. 10. I sometimes think I am “no good” at all.
See Drago (2011) or see the literature review in this article for information on core SE.
The results of cognition on educational attainment and wages are that AFQT is generally highly significant and positive. The specific magnitudes are suppressed in the majority of the tables, but the results are available from the author upon request.
Full explanation of which covariates are included in the log-wage, educational attainment and mediation models are included in the notes of each corresponding table.
This means the sample includes those with Associate, Bachelor, Master’s, Doctoral and Specialist degrees, as well as those with only a high school diploma.
The exact list of control variables can be found in the notes section of Table 3.
The parameter estimates for the covariates and constant are suppressed, but are available from the author upon request.
The full list of control variables can be found in the notes section of Table 4.
The parameter estimates for the covariates and constant are suppressed, but are available from the author upon request.
Originally I used Heckman selection models (Heckman 1979) to ascertain this effect. Results showed a moderate selection effect of SE on education, depending upon model specification.
Results from this simple model are shown in column 1 of Table 5. This model includes no covariates.
The complete list of control variables can be found in the notes section of Table 5.
Equations (1) and (2) are found in sections 4.2 and 4.3 of the paper, respectively.
I also implemented the same two residual diagnostic tests for the models using year 2000 data. I obtained the same qualitative results, and conclude that the error terms are uncorrelated. Results are available upon request.
References
Aroian LA (1944) The probability function of the product of two normally distributed variables. Ann Math Stat 18:265–271
Baron RM, Kenny DA (1986) The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol 51:1173–1182
Benabou R, Tirole J (2002) Self-confidence and personal motivation. Q J Econ 117(3):871–915
Blackburn MK (2004) The role of test scores in explaining race and gender differences in wages. Econ Educ Rev 23(6):555–576
Brockner J (1988) Self-esteem at work. Lexington Books, Lexington
Cebi M (2007) Locus of control and human capital investment revisited. J Hum Resour 42(4):919–932
Cunha F, Heckman J (2008) Formulating, identifying and estimating the technology of cognitive and noncognitive skill formation. J Hum Resour 43(4):738–782
Drago F (2011) Self-esteem and earnings. J Econ Psychol 32(3):480–488
Dweck C, Leggett E (1988) A social-cognitive approach to motivation and personality. Psychol Rev 95(2):256–273
Edwards JR, Lambert LS (2007) Methods for integrating moderation and mediation: a general analytical framework using moderated path analysis. Psychol Methods 12(1):1–22
Girtz R (2012) The effects of personality traits on wages: a matching approach. Labour: Rev Labour Econ Ind Relat 26(4):455–471
Goldsmith A, Veum J, Darity W (1997) The impact of psychological and human capital on wages. Econ Inq 35(4):815–829
Goleman, Daniel (1995) Emotional Intelligence: Why it Can Matter More Than IQ. New York, New York
Goodman LA (1960) On the exact variance of products. J Am Stat Assoc 55:708–713
Graham C, Eggers A, Sukhtankar S (2004) Does happiness Pay? an exploration based on panel data from Russia. J Econ Behav Organ 55(3):319–342
Heckman J (1979) Sample selection bias as a specification error. Econometrica 47(1):153–161
Heckman J, Stixrud J, Urzua S (2006) The effects of cognitive and noncognitive abilities on labor market outcomes and social behavior. J Labor Econ 24(3):411–482
Krueger A, Schkade D (2008) The reliability of subjective well-being measures. J Public Econ 92(8–9):1833–1845
Lindqvist E, Vestman R (2011) The labor market returns to cognitive and noncognitive ability: evidence from the swedish enlistment. Am Econ J: Appl Econ 3(1):101–128
Mincer J (1970) The distribution of labor incomes: a survey with special reference to the human capital approach. J Econ Lit 8(1):26
Murnane R, John Willett M, Braatz J, Duhaldeborde Y (2011) Do different dimensions of male high school Students’ skills predict labor market success a decade later? evidence from the NLSY. Econ Educ Rev 20(4):311–320
Preacher K. J. and G. J. Leonardelli (2010) Calculation for the Sobel Test. An interactive calculation tool for mediation tests. Retrieved March 1, 2014
Rosenberg M (1965) Society and the adolescent self-image. Princeton, New Jersey
Santos-Pinto L, Sobel J (2005) A model of positive self-image in subjective assessment. Am Econ Rev 95(5):1368–1402
Segal C (2008) Classroom behavior. J Hum Resour 43(4):783–814
Sobel ME (1982) Asymptotic intervals for indirect effects in structural equations models. In: Leinhart S (ed) Sociological methodology 1982. Jossey-Bass, San Francisco, pp 290–312
Waddell G (2006) Labor-market consequences of poor attitude and Low self-esteem in youth. Econ Inq 44(1):69–97
Wylie, Ruth (1979) The Self-Concept, Vol 2: Theory and Research on Selected Topics, Revised Edition., Lincoln, Nebraska
Acknowledgments
I would like to thank Mark Owens, Joachim Zietz, Christian Brown, Josh Hill, and E. Anthon Eff for helpful assistance, comments, suggestions, and editing related to this article. All errors are my own.
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Girtz, R. The Mediation Effect of Education on Self-Esteem and Wages. J Labor Res 35, 358–372 (2014). https://doi.org/10.1007/s12122-014-9187-3
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DOI: https://doi.org/10.1007/s12122-014-9187-3